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2010 Jun 02
1
Problems using gamlss to model zero-inflated and overdispersed count data: "the global deviance is increasing"
...e using cubic splines with a df=3. The best fitting model will then be choses on the basis of its AIC. However, these models frequently fail to converge, and I am not sure why, and what to do about it. For example: > model_Poisson <- gamlss(duck ~ cs(HHCDI200,df=3) + cs(HHCDI1000,df=3) + cs(HHHDI200,df=3) + cs(HHHDI1000,df=3) + cs(LFAP200,df=3),data=data,family= PO) GAMLSS-RS iteration 1: Global Deviance = 1350.623 GAMLSS-RS iteration 2: Global Deviance = 1350.623 > model_ZIPoisson <- gamlss(duck ~ cs(HHCDI200,df=3) + cs(HHCDI1000,df=3) + cs(HHHDI200,df=3) + cs(HHHDI1000,df=3) + cs(LF...